Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 38688 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.5 MiB |
| Average record size in memory | 176.0 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 4 |
destination_bytes is highly overall correlated with dst_host_count and 3 other fields | High correlation |
destination_port_number is highly overall correlated with freq_flag and 1 other fields | High correlation |
dst_host_count is highly overall correlated with destination_bytes and 2 other fields | High correlation |
dst_host_serror_rate is highly overall correlated with dst_host_srv_serror_rate | High correlation |
dst_host_srv_count is highly overall correlated with destination_bytes and 3 other fields | High correlation |
dst_host_srv_serror_rate is highly overall correlated with dst_host_serror_rate | High correlation |
duration is highly overall correlated with source_bytes | High correlation |
freq_ashula is highly overall correlated with freq_protocol | High correlation |
freq_flag is highly overall correlated with destination_bytes and 6 other fields | High correlation |
freq_protocol is highly overall correlated with freq_ashula and 2 other fields | High correlation |
freq_service is highly overall correlated with label | High correlation |
label is highly overall correlated with dst_host_srv_count and 2 other fields | High correlation |
source_bytes is highly overall correlated with destination_bytes and 1 other fields | High correlation |
source_port_number is highly overall correlated with destination_port_number and 2 other fields | High correlation |
same_srv_rate is highly imbalanced (75.3%) | Imbalance |
serror_rate is highly imbalanced (95.2%) | Imbalance |
label is highly imbalanced (60.9%) | Imbalance |
duration is highly skewed (γ1 = 196.2333222) | Skewed |
source_bytes is highly skewed (γ1 = 91.80270457) | Skewed |
destination_bytes is highly skewed (γ1 = 73.0083238) | Skewed |
duration has 11548 (29.8%) zeros | Zeros |
source_bytes has 17698 (45.7%) zeros | Zeros |
destination_bytes has 29413 (76.0%) zeros | Zeros |
count has 33384 (86.3%) zeros | Zeros |
srv_serror_rate has 27476 (71.0%) zeros | Zeros |
dst_host_count has 27648 (71.5%) zeros | Zeros |
dst_host_srv_count has 22340 (57.7%) zeros | Zeros |
dst_host_same_src_port_rate has 35478 (91.7%) zeros | Zeros |
dst_host_serror_rate has 37342 (96.5%) zeros | Zeros |
dst_host_srv_serror_rate has 36220 (93.6%) zeros | Zeros |
destination_port_number has 14104 (36.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-15 18:09:26.769513 |
|---|---|
| Analysis finished | 2024-07-15 18:10:17.434100 |
| Duration | 50.66 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
duration
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 22329 |
|---|---|
| Distinct (%) | 57.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3910058 |
| Minimum | 0 |
|---|---|
| Maximum | 86364.574 |
| Zeros | 11548 |
| Zeros (%) | 29.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2.0502585 |
| Q3 | 2.5664872 |
| 95-th percentile | 12.507459 |
| Maximum | 86364.574 |
| Range | 86364.574 |
| Interquartile range (IQR) | 2.5664872 |
Descriptive statistics
| Standard deviation | 439.40573 |
|---|---|
| Coefficient of variation (CV) | 68.753768 |
| Kurtosis | 38567.335 |
| Mean | 6.3910058 |
| Median Absolute Deviation (MAD) | 2.04624 |
| Skewness | 196.23332 |
| Sum | 247255.23 |
| Variance | 193077.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 11548 | |
| 0.000153 | 13 | < 0.1% |
| 0.000149 | 12 | < 0.1% |
| 2.250014 | 12 | < 0.1% |
| 2.266504 | 12 | < 0.1% |
| 0.000151 | 12 | < 0.1% |
| 0.00015 | 11 | < 0.1% |
| 2.4 × 10-5 | 11 | < 0.1% |
| 2.299984 | 11 | < 0.1% |
| 0.000148 | 11 | < 0.1% |
| Other values (22319) | 27035 |
| Value | Count | Frequency (%) |
| 0 | 11548 | |
| 4 × 10-6 | 1 | < 0.1% |
| 6 × 10-6 | 2 | < 0.1% |
| 7 × 10-6 | 5 | < 0.1% |
| 8 × 10-6 | 3 | < 0.1% |
| 9 × 10-6 | 3 | < 0.1% |
| 1 × 10-5 | 1 | < 0.1% |
| 1.1 × 10-5 | 4 | < 0.1% |
| 1.2 × 10-5 | 2 | < 0.1% |
| 1.3 × 10-5 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 86364.57392 | 1 | |
| 584.893654 | 1 | |
| 584.860786 | 1 | |
| 584.823412 | 1 | |
| 524.387331 | 1 | |
| 481.374873 | 1 | |
| 448.400995 | 1 | |
| 427.426069 | 1 | |
| 422.250216 | 1 | |
| 400.295262 | 1 |
source_bytes
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 1131 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 233.77502 |
| Minimum | 0 |
|---|---|
| Maximum | 240680 |
| Zeros | 17698 |
| Zeros (%) | 45.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 64 |
| Q3 | 66 |
| 95-th percentile | 1057 |
| Maximum | 240680 |
| Range | 240680 |
| Interquartile range (IQR) | 66 |
Descriptive statistics
| Standard deviation | 1622.8525 |
|---|---|
| Coefficient of variation (CV) | 6.9419413 |
| Kurtosis | 12678.992 |
| Mean | 233.77502 |
| Median Absolute Deviation (MAD) | 64 |
| Skewness | 91.802705 |
| Sum | 9044288 |
| Variance | 2633650.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 17698 | |
| 66 | 11151 | |
| 412 | 2037 | 5.3% |
| 404 | 1815 | 4.7% |
| 1057 | 855 | 2.2% |
| 4 | 422 | 1.1% |
| 6 | 353 | 0.9% |
| 48 | 269 | 0.7% |
| 31 | 216 | 0.6% |
| 150 | 163 | 0.4% |
| Other values (1121) | 3709 | 9.6% |
| Value | Count | Frequency (%) |
| 0 | 17698 | |
| 1 | 2 | < 0.1% |
| 4 | 422 | 1.1% |
| 6 | 353 | 0.9% |
| 7 | 56 | 0.1% |
| 8 | 23 | 0.1% |
| 10 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 18 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 240680 | 1 | |
| 58391 | 1 | |
| 57856 | 1 | |
| 57344 | 1 | |
| 55906 | 1 | |
| 52515 | 1 | |
| 43344 | 1 | |
| 34487 | 1 | |
| 27131 | 1 | |
| 27099 | 1 |
destination_bytes
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 236 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 217.92377 |
| Minimum | 0 |
|---|---|
| Maximum | 912771 |
| Zeros | 29413 |
| Zeros (%) | 76.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 244 |
| Maximum | 912771 |
| Range | 912771 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7214.1393 |
|---|---|
| Coefficient of variation (CV) | 33.103957 |
| Kurtosis | 7410.5274 |
| Mean | 217.92377 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 73.008324 |
| Sum | 8431035 |
| Variance | 52043806 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 29413 | |
| 164 | 1617 | 4.2% |
| 113 | 1120 | 2.9% |
| 152 | 1051 | 2.7% |
| 735 | 853 | 2.2% |
| 175 | 643 | 1.7% |
| 66 | 438 | 1.1% |
| 57 | 368 | 1.0% |
| 244 | 363 | 0.9% |
| 48 | 358 | 0.9% |
| Other values (226) | 2464 | 6.4% |
| Value | Count | Frequency (%) |
| 0 | 29413 | |
| 4 | 58 | 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 4 | < 0.1% |
| 17 | 10 | < 0.1% |
| 21 | 2 | < 0.1% |
| 22 | 7 | < 0.1% |
| 23 | 21 | 0.1% |
| 24 | 19 | < 0.1% |
| 25 | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 912771 | 1 | |
| 366716 | 1 | |
| 327077 | 1 | |
| 317797 | 1 | |
| 316965 | 1 | |
| 278518 | 1 | |
| 276358 | 1 | |
| 254513 | 1 | |
| 235628 | 1 | |
| 222359 | 1 |
count
Real number (ℝ)
ZEROS
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.25180935 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 33384 |
| Zeros (%) | 86.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.85239166 |
|---|---|
| Coefficient of variation (CV) | 3.3850676 |
| Kurtosis | 68.379584 |
| Mean | 0.25180935 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.4756078 |
| Sum | 9742 |
| Variance | 0.72657154 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 0 | 33384 | |
| 1 | 3191 | 8.2% |
| 2 | 1007 | 2.6% |
| 3 | 617 | 1.6% |
| 4 | 246 | 0.6% |
| 5 | 100 | 0.3% |
| 6 | 62 | 0.2% |
| 7 | 14 | < 0.1% |
| 9 | 13 | < 0.1% |
| 8 | 12 | < 0.1% |
| Other values (8) | 42 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 33384 | |
| 1 | 3191 | 8.2% |
| 2 | 1007 | 2.6% |
| 3 | 617 | 1.6% |
| 4 | 246 | 0.6% |
| 5 | 100 | 0.3% |
| 6 | 62 | 0.2% |
| 7 | 14 | < 0.1% |
| 8 | 12 | < 0.1% |
| 9 | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 17 | 3 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 3 | < 0.1% |
| 14 | 4 | < 0.1% |
| 13 | 5 | < 0.1% |
| 12 | 6 | |
| 11 | 8 | |
| 10 | 11 | |
| 9 | 13 | |
| 8 | 12 |
same_srv_rate
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 0.5 | 13 |
| 0.67 | 2 |
| 0.75 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0000775 |
| Min length | 3 |
Characters and Unicode
| Total characters | 116067 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 33500 | |
| 1.0 | 5172 | 13.4% |
| 0.5 | 13 | < 0.1% |
| 0.67 | 2 | < 0.1% |
| 0.75 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 33500 | |
| 1.0 | 5172 | 13.4% |
| 0.5 | 13 | < 0.1% |
| 0.67 | 2 | < 0.1% |
| 0.75 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 72188 | |
| . | 38688 | |
| 1 | 5172 | 4.5% |
| 5 | 14 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 116067 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72188 | |
| . | 38688 | |
| 1 | 5172 | 4.5% |
| 5 | 14 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 116067 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72188 | |
| . | 38688 | |
| 1 | 5172 | 4.5% |
| 5 | 14 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 116067 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 72188 | |
| . | 38688 | |
| 1 | 5172 | 4.5% |
| 5 | 14 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
serror_rate
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0.0 | |
|---|---|
| 1.0 | 455 |
| 0.5 | 9 |
| 0.33 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0000517 |
| Min length | 3 |
Characters and Unicode
| Total characters | 116066 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 38222 | |
| 1.0 | 455 | 1.2% |
| 0.5 | 9 | < 0.1% |
| 0.33 | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 38222 | |
| 1.0 | 455 | 1.2% |
| 0.5 | 9 | < 0.1% |
| 0.33 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 76910 | |
| . | 38688 | |
| 1 | 455 | 0.4% |
| 5 | 9 | < 0.1% |
| 3 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 116066 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 76910 | |
| . | 38688 | |
| 1 | 455 | 0.4% |
| 5 | 9 | < 0.1% |
| 3 | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 116066 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 76910 | |
| . | 38688 | |
| 1 | 455 | 0.4% |
| 5 | 9 | < 0.1% |
| 3 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 116066 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 76910 | |
| . | 38688 | |
| 1 | 455 | 0.4% |
| 5 | 9 | < 0.1% |
| 3 | 4 | < 0.1% |
srv_serror_rate
Real number (ℝ)
ZEROS
| Distinct | 78 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22394515 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 27476 |
| Zeros (%) | 71.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.33 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.33 |
Descriptive statistics
| Standard deviation | 0.38601897 |
|---|---|
| Coefficient of variation (CV) | 1.7237211 |
| Kurtosis | -0.059061155 |
| Mean | 0.22394515 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3229399 |
| Sum | 8663.99 |
| Variance | 0.14901065 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 27476 | |
| 1 | 5173 | 13.4% |
| 0.5 | 1379 | 3.6% |
| 0.33 | 815 | 2.1% |
| 0.25 | 474 | 1.2% |
| 0.99 | 445 | 1.2% |
| 0.2 | 270 | 0.7% |
| 0.98 | 254 | 0.7% |
| 0.67 | 235 | 0.6% |
| 0.96 | 215 | 0.6% |
| Other values (68) | 1952 | 5.0% |
| Value | Count | Frequency (%) |
| 0 | 27476 | |
| 0.01 | 22 | 0.1% |
| 0.05 | 2 | < 0.1% |
| 0.06 | 2 | < 0.1% |
| 0.07 | 7 | < 0.1% |
| 0.08 | 12 | < 0.1% |
| 0.09 | 11 | < 0.1% |
| 0.1 | 12 | < 0.1% |
| 0.11 | 22 | 0.1% |
| 0.12 | 51 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 5173 | |
| 0.99 | 445 | 1.2% |
| 0.98 | 254 | 0.7% |
| 0.97 | 189 | 0.5% |
| 0.96 | 215 | 0.6% |
| 0.95 | 131 | 0.3% |
| 0.94 | 110 | 0.3% |
| 0.93 | 87 | 0.2% |
| 0.92 | 74 | 0.2% |
| 0.91 | 67 | 0.2% |
dst_host_count
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.577543 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 27648 |
| Zeros (%) | 71.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 86 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 26.35099 |
|---|---|
| Coefficient of variation (CV) | 2.2760433 |
| Kurtosis | 3.7036669 |
| Mean | 11.577543 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.2652358 |
| Sum | 447912 |
| Variance | 694.37468 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 27648 | |
| 1 | 1162 | 3.0% |
| 2 | 686 | 1.8% |
| 100 | 425 | 1.1% |
| 3 | 425 | 1.1% |
| 4 | 347 | 0.9% |
| 16 | 274 | 0.7% |
| 94 | 273 | 0.7% |
| 5 | 272 | 0.7% |
| 6 | 220 | 0.6% |
| Other values (91) | 6956 | 18.0% |
| Value | Count | Frequency (%) |
| 0 | 27648 | |
| 1 | 1162 | 3.0% |
| 2 | 686 | 1.8% |
| 3 | 425 | 1.1% |
| 4 | 347 | 0.9% |
| 5 | 272 | 0.7% |
| 6 | 220 | 0.6% |
| 7 | 183 | 0.5% |
| 8 | 162 | 0.4% |
| 9 | 133 | 0.3% |
| Value | Count | Frequency (%) |
| 100 | 425 | |
| 99 | 9 | < 0.1% |
| 98 | 78 | 0.2% |
| 97 | 97 | 0.3% |
| 96 | 38 | 0.1% |
| 95 | 41 | 0.1% |
| 94 | 273 | |
| 93 | 161 | 0.4% |
| 92 | 119 | 0.3% |
| 91 | 137 | 0.4% |
dst_host_srv_count
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.409843 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 22340 |
| Zeros (%) | 57.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 23 |
| 95-th percentile | 93 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 33.859126 |
|---|---|
| Coefficient of variation (CV) | 1.7444307 |
| Kurtosis | 0.25422191 |
| Mean | 19.409843 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4132313 |
| Sum | 750928 |
| Variance | 1146.4404 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 22340 | |
| 1 | 3988 | 10.3% |
| 100 | 927 | 2.4% |
| 2 | 569 | 1.5% |
| 83 | 407 | 1.1% |
| 86 | 385 | 1.0% |
| 88 | 354 | 0.9% |
| 87 | 326 | 0.8% |
| 85 | 315 | 0.8% |
| 89 | 300 | 0.8% |
| Other values (91) | 8777 | 22.7% |
| Value | Count | Frequency (%) |
| 0 | 22340 | |
| 1 | 3988 | 10.3% |
| 2 | 569 | 1.5% |
| 3 | 204 | 0.5% |
| 4 | 137 | 0.4% |
| 5 | 129 | 0.3% |
| 6 | 113 | 0.3% |
| 7 | 111 | 0.3% |
| 8 | 96 | 0.2% |
| 9 | 105 | 0.3% |
| Value | Count | Frequency (%) |
| 100 | 927 | |
| 99 | 69 | 0.2% |
| 98 | 138 | 0.4% |
| 97 | 213 | 0.6% |
| 96 | 123 | 0.3% |
| 95 | 67 | 0.2% |
| 94 | 295 | 0.8% |
| 93 | 219 | 0.6% |
| 92 | 169 | 0.4% |
| 91 | 212 | 0.5% |
dst_host_same_src_port_rate
Real number (ℝ)
ZEROS
| Distinct | 41 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.049109801 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 35478 |
| Zeros (%) | 91.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.25 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.21165457 |
|---|---|
| Coefficient of variation (CV) | 4.3098233 |
| Kurtosis | 15.988024 |
| Mean | 0.049109801 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.2253338 |
| Sum | 1899.96 |
| Variance | 0.044797657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 0 | 35478 | |
| 1 | 1798 | 4.6% |
| 0.01 | 536 | 1.4% |
| 0.02 | 378 | 1.0% |
| 0.03 | 93 | 0.2% |
| 0.33 | 41 | 0.1% |
| 0.2 | 40 | 0.1% |
| 0.25 | 37 | 0.1% |
| 0.5 | 32 | 0.1% |
| 0.05 | 28 | 0.1% |
| Other values (31) | 227 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 35478 | |
| 0.01 | 536 | 1.4% |
| 0.02 | 378 | 1.0% |
| 0.03 | 93 | 0.2% |
| 0.04 | 28 | 0.1% |
| 0.05 | 28 | 0.1% |
| 0.06 | 19 | < 0.1% |
| 0.07 | 12 | < 0.1% |
| 0.08 | 15 | < 0.1% |
| 0.09 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1798 | |
| 0.8 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.67 | 8 | < 0.1% |
| 0.5 | 32 | 0.1% |
| 0.46 | 1 | < 0.1% |
| 0.44 | 1 | < 0.1% |
| 0.42 | 1 | < 0.1% |
| 0.4 | 15 | < 0.1% |
| 0.39 | 1 | < 0.1% |
dst_host_serror_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.034356131 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 37342 |
| Zeros (%) | 96.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.18147467 |
|---|---|
| Coefficient of variation (CV) | 5.2821626 |
| Kurtosis | 24.160841 |
| Mean | 0.034356131 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.1096062 |
| Sum | 1329.17 |
| Variance | 0.032933057 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 0 | 37342 | |
| 1 | 1305 | 3.4% |
| 0.67 | 4 | < 0.1% |
| 0.62 | 3 | < 0.1% |
| 0.5 | 3 | < 0.1% |
| 0.61 | 3 | < 0.1% |
| 0.6 | 3 | < 0.1% |
| 0.59 | 3 | < 0.1% |
| 0.71 | 2 | < 0.1% |
| 0.75 | 2 | < 0.1% |
| Other values (15) | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 37342 | |
| 0.25 | 1 | < 0.1% |
| 0.33 | 1 | < 0.1% |
| 0.4 | 1 | < 0.1% |
| 0.43 | 1 | < 0.1% |
| 0.44 | 1 | < 0.1% |
| 0.5 | 3 | < 0.1% |
| 0.53 | 1 | < 0.1% |
| 0.54 | 1 | < 0.1% |
| 0.55 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1305 | |
| 0.8 | 1 | < 0.1% |
| 0.75 | 2 | < 0.1% |
| 0.73 | 1 | < 0.1% |
| 0.71 | 2 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.69 | 1 | < 0.1% |
| 0.67 | 4 | < 0.1% |
| 0.62 | 3 | < 0.1% |
| 0.61 | 3 | < 0.1% |
dst_host_srv_serror_rate
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.063154983 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 36220 |
| Zeros (%) | 93.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.24237129 |
|---|---|
| Coefficient of variation (CV) | 3.8377224 |
| Kurtosis | 10.842309 |
| Mean | 0.063154983 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.5820694 |
| Sum | 2443.34 |
| Variance | 0.058743844 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 0 | 36220 | |
| 1 | 2188 | 5.7% |
| 0.96 | 57 | 0.1% |
| 0.99 | 32 | 0.1% |
| 0.98 | 32 | 0.1% |
| 0.91 | 28 | 0.1% |
| 0.97 | 23 | 0.1% |
| 0.87 | 17 | < 0.1% |
| 0.9 | 14 | < 0.1% |
| 0.92 | 12 | < 0.1% |
| Other values (13) | 65 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 36220 | |
| 0.14 | 2 | < 0.1% |
| 0.17 | 2 | < 0.1% |
| 0.2 | 2 | < 0.1% |
| 0.25 | 2 | < 0.1% |
| 0.33 | 3 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.67 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.87 | 17 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2188 | |
| 0.99 | 32 | 0.1% |
| 0.98 | 32 | 0.1% |
| 0.97 | 23 | 0.1% |
| 0.96 | 57 | 0.1% |
| 0.95 | 12 | < 0.1% |
| 0.94 | 10 | < 0.1% |
| 0.93 | 10 | < 0.1% |
| 0.92 | 12 | < 0.1% |
| 0.91 | 28 | 0.1% |
label
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 MiB |
| 1 | |
|---|---|
| 0 | 2976 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 38688 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 35712 | |
| 0 | 2976 | 7.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 35712 | |
| 0 | 2976 | 7.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 35712 | |
| 0 | 2976 | 7.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 38688 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 35712 | |
| 0 | 2976 | 7.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 38688 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 35712 | |
| 0 | 2976 | 7.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 38688 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 35712 | |
| 0 | 2976 | 7.7% |
source_ip_address
Real number (ℝ)
| Distinct | 2057 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2322457 × 109 |
| Minimum | 3.2322355 × 109 |
|---|---|
| Maximum | 3.232301 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 3.2322355 × 109 |
|---|---|
| 5-th percentile | 3.2322358 × 109 |
| Q1 | 3.2322389 × 109 |
| median | 3.2322435 × 109 |
| Q3 | 3.2322499 × 109 |
| 95-th percentile | 3.2322619 × 109 |
| Maximum | 3.232301 × 109 |
| Range | 65518 |
| Interquartile range (IQR) | 10990 |
Descriptive statistics
| Standard deviation | 8282.0032 |
|---|---|
| Coefficient of variation (CV) | 2.5623062 × 10-6 |
| Kurtosis | 0.48782402 |
| Mean | 3.2322457 × 109 |
| Median Absolute Deviation (MAD) | 5668 |
| Skewness | 0.87700872 |
| Sum | 1.2504912 × 1014 |
| Variance | 68591576 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3232241425 | 1341 | 3.5% |
| 3232260483 | 1015 | 2.6% |
| 3232249861 | 890 | 2.3% |
| 3232249687 | 597 | 1.5% |
| 3232238272 | 576 | 1.5% |
| 3232255202 | 536 | 1.4% |
| 3232236802 | 531 | 1.4% |
| 3232239542 | 467 | 1.2% |
| 3232235749 | 450 | 1.2% |
| 3232244967 | 441 | 1.1% |
| Other values (2047) | 31844 |
| Value | Count | Frequency (%) |
| 3232235530 | 1 | < 0.1% |
| 3232235532 | 90 | |
| 3232235537 | 3 | < 0.1% |
| 3232235539 | 1 | < 0.1% |
| 3232235541 | 6 | < 0.1% |
| 3232235542 | 1 | < 0.1% |
| 3232235543 | 1 | < 0.1% |
| 3232235546 | 4 | < 0.1% |
| 3232235550 | 1 | < 0.1% |
| 3232235564 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 3232301048 | 1 | < 0.1% |
| 3232300958 | 15 | |
| 3232268268 | 2 | < 0.1% |
| 3232268219 | 5 | < 0.1% |
| 3232268156 | 3 | < 0.1% |
| 3232268128 | 1 | < 0.1% |
| 3232268120 | 4 | < 0.1% |
| 3232268116 | 1 | < 0.1% |
| 3232268060 | 1 | < 0.1% |
| 3232267995 | 9 |
source_port_number
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6836 |
|---|---|
| Distinct (%) | 17.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7270.2025 |
| Minimum | 0 |
|---|---|
| Maximum | 65415 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 8 |
| median | 1525 |
| Q3 | 4023 |
| 95-th percentile | 49419.45 |
| Maximum | 65415 |
| Range | 65415 |
| Interquartile range (IQR) | 4015 |
Descriptive statistics
| Standard deviation | 15057.935 |
|---|---|
| Coefficient of variation (CV) | 2.0711852 |
| Kurtosis | 4.7378978 |
| Mean | 7270.2025 |
| Median Absolute Deviation (MAD) | 1517 |
| Skewness | 2.4462427 |
| Sum | 2.8126959 × 108 |
| Variance | 2.2674142 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8 | 14095 | |
| 3 | 564 | 1.5% |
| 123 | 473 | 1.2% |
| 445 | 314 | 0.8% |
| 137 | 293 | 0.8% |
| 1025 | 256 | 0.7% |
| 32776 | 195 | 0.5% |
| 33768 | 187 | 0.5% |
| 32788 | 179 | 0.5% |
| 1440 | 176 | 0.5% |
| Other values (6826) | 21956 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 3 | 564 | 1.5% |
| 5 | 2 | < 0.1% |
| 8 | 14095 | |
| 11 | 9 | < 0.1% |
| 50 | 4 | < 0.1% |
| 123 | 473 | 1.2% |
| 137 | 293 | 0.8% |
| 138 | 59 | 0.2% |
| 139 | 160 | 0.4% |
| Value | Count | Frequency (%) |
| 65415 | 1 | < 0.1% |
| 65401 | 1 | < 0.1% |
| 65253 | 3 | |
| 64991 | 1 | < 0.1% |
| 64929 | 1 | < 0.1% |
| 64907 | 3 | |
| 64901 | 1 | < 0.1% |
| 64765 | 3 | |
| 64672 | 3 | |
| 64644 | 1 | < 0.1% |
destination_ip_address
Real number (ℝ)
| Distinct | 549 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2322443 × 109 |
| Minimum | 3.2322355 × 109 |
|---|---|
| Maximum | 3.2322682 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 3.2322355 × 109 |
|---|---|
| 5-th percentile | 3.2322363 × 109 |
| Q1 | 3.2322394 × 109 |
| median | 3.232241 × 109 |
| Q3 | 3.2322488 × 109 |
| 95-th percentile | 3.2322626 × 109 |
| Maximum | 3.2322682 × 109 |
| Range | 32656 |
| Interquartile range (IQR) | 9411 |
Descriptive statistics
| Standard deviation | 8133.4657 |
|---|---|
| Coefficient of variation (CV) | 2.5163524 × 10-6 |
| Kurtosis | 0.57167122 |
| Mean | 3.2322443 × 109 |
| Median Absolute Deviation (MAD) | 3895 |
| Skewness | 1.2242637 |
| Sum | 1.2504907 × 1014 |
| Variance | 66153264 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3232239387 | 2927 | 7.6% |
| 3232239423 | 2611 | 6.7% |
| 3232236490 | 2134 | 5.5% |
| 3232241530 | 1611 | 4.2% |
| 3232241031 | 1160 | 3.0% |
| 3232239612 | 577 | 1.5% |
| 3232241008 | 395 | 1.0% |
| 3232239518 | 327 | 0.8% |
| 3232235627 | 317 | 0.8% |
| 3232236476 | 243 | 0.6% |
| Other values (539) | 26386 |
| Value | Count | Frequency (%) |
| 3232235529 | 2 | < 0.1% |
| 3232235532 | 1 | < 0.1% |
| 3232235539 | 1 | < 0.1% |
| 3232235546 | 1 | < 0.1% |
| 3232235550 | 1 | < 0.1% |
| 3232235564 | 147 | |
| 3232235580 | 97 | |
| 3232235589 | 10 | < 0.1% |
| 3232235591 | 1 | < 0.1% |
| 3232235602 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 3232268185 | 6 | < 0.1% |
| 3232268105 | 1 | < 0.1% |
| 3232268064 | 78 | |
| 3232268013 | 78 | |
| 3232267793 | 7 | < 0.1% |
| 3232267775 | 2 | < 0.1% |
| 3232267668 | 83 | |
| 3232267491 | 1 | < 0.1% |
| 3232267291 | 85 | |
| 3232267126 | 101 |
destination_port_number
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 220 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1422.4205 |
| Minimum | 0 |
|---|---|
| Maximum | 65258 |
| Zeros | 14104 |
| Zeros (%) | 36.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 123 |
| Q3 | 1433 |
| 95-th percentile | 3389 |
| Maximum | 65258 |
| Range | 65258 |
| Interquartile range (IQR) | 1433 |
Descriptive statistics
| Standard deviation | 5541.4879 |
|---|---|
| Coefficient of variation (CV) | 3.8958156 |
| Kurtosis | 78.077007 |
| Mean | 1422.4205 |
| Median Absolute Deviation (MAD) | 123 |
| Skewness | 8.3698961 |
| Sum | 55030603 |
| Variance | 30708088 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14104 | |
| 139 | 5967 | |
| 2967 | 3117 | 8.1% |
| 25 | 2940 | 7.6% |
| 1434 | 2933 | 7.6% |
| 1433 | 2034 | 5.3% |
| 22 | 785 | 2.0% |
| 445 | 664 | 1.7% |
| 80 | 581 | 1.5% |
| 137 | 568 | 1.5% |
| Other values (210) | 4995 | 12.9% |
| Value | Count | Frequency (%) |
| 0 | 14104 | |
| 1 | 55 | 0.1% |
| 3 | 420 | 1.1% |
| 8 | 1 | < 0.1% |
| 10 | 56 | 0.1% |
| 13 | 33 | 0.1% |
| 21 | 9 | < 0.1% |
| 22 | 785 | 2.0% |
| 25 | 2940 | 7.6% |
| 53 | 17 | < 0.1% |
| Value | Count | Frequency (%) |
| 65258 | 1 | < 0.1% |
| 65120 | 1 | < 0.1% |
| 64936 | 1 | < 0.1% |
| 64450 | 1 | < 0.1% |
| 63324 | 4 | < 0.1% |
| 60502 | 12 | < 0.1% |
| 59879 | 144 | |
| 58975 | 12 | < 0.1% |
| 58182 | 1 | < 0.1% |
| 57610 | 1 | < 0.1% |
freq_service
Real number (ℝ)
HIGH CORRELATION
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34455.611 |
| Minimum | 1 |
|---|---|
| Maximum | 37331 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2372 |
| Q1 | 37331 |
| median | 37331 |
| Q3 | 37331 |
| 95-th percentile | 37331 |
| Maximum | 37331 |
| Range | 37330 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 9677.757 |
|---|---|
| Coefficient of variation (CV) | 0.28087608 |
| Kurtosis | 7.4394538 |
| Mean | 34455.611 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.0709287 |
| Sum | 1.3330187 × 109 |
| Variance | 93658980 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 37331 | 35548 | |
| 2372 | 2372 | 6.1% |
| 577 | 572 | 1.5% |
| 135 | 135 | 0.3% |
| 30 | 30 | 0.1% |
| 27 | 27 | 0.1% |
| 3 | 3 | < 0.1% |
| 1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 27 | 27 | 0.1% |
| 30 | 30 | 0.1% |
| 135 | 135 | 0.3% |
| 577 | 572 | 1.5% |
| 2372 | 2372 | 6.1% |
| 37331 | 35548 |
| Value | Count | Frequency (%) |
| 37331 | 35548 | |
| 2372 | 2372 | 6.1% |
| 577 | 572 | 1.5% |
| 135 | 135 | 0.3% |
| 30 | 30 | 0.1% |
| 27 | 27 | 0.1% |
| 3 | 3 | < 0.1% |
| 1 | 1 | < 0.1% |
freq_flag
Real number (ℝ)
HIGH CORRELATION
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11464.603 |
| Minimum | 1 |
|---|---|
| Maximum | 16682 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2040 |
| Q1 | 5643 |
| median | 12040 |
| Q3 | 16682 |
| 95-th percentile | 16682 |
| Maximum | 16682 |
| Range | 16681 |
| Interquartile range (IQR) | 11039 |
Descriptive statistics
| Standard deviation | 5349.5257 |
|---|---|
| Coefficient of variation (CV) | 0.46661238 |
| Kurtosis | -1.1046006 |
| Mean | 11464.603 |
| Median Absolute Deviation (MAD) | 4642 |
| Skewness | -0.5798468 |
| Sum | 4.4354256 × 108 |
| Variance | 28617425 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 16682 | 15441 | |
| 12040 | 11518 | |
| 5643 | 5643 | 14.6% |
| 3342 | 3332 | 8.6% |
| 2040 | 2040 | 5.3% |
| 306 | 294 | 0.8% |
| 172 | 172 | 0.4% |
| 109 | 107 | 0.3% |
| 76 | 75 | 0.2% |
| 32 | 32 | 0.1% |
| Other values (3) | 34 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 15 | 15 | < 0.1% |
| 18 | 18 | < 0.1% |
| 32 | 32 | 0.1% |
| 76 | 75 | 0.2% |
| 109 | 107 | 0.3% |
| 172 | 172 | 0.4% |
| 306 | 294 | 0.8% |
| 2040 | 2040 | |
| 3342 | 3332 |
| Value | Count | Frequency (%) |
| 16682 | 15441 | |
| 12040 | 11518 | |
| 5643 | 5643 | 14.6% |
| 3342 | 3332 | 8.6% |
| 2040 | 2040 | 5.3% |
| 306 | 294 | 0.8% |
| 172 | 172 | 0.4% |
| 109 | 107 | 0.3% |
| 76 | 75 | 0.2% |
| 32 | 32 | 0.1% |
freq_ashula
Real number (ℝ)
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34559.706 |
| Minimum | 1 |
|---|---|
| Maximum | 37348 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 604.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2941 |
| Q1 | 37348 |
| median | 37348 |
| Q3 | 37348 |
| 95-th percentile | 37348 |
| Maximum | 37348 |
| Range | 37347 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 9416.3775 |
|---|---|
| Coefficient of variation (CV) | 0.27246694 |
| Kurtosis | 7.5093523 |
| Mean | 34559.706 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.082653 |
| Sum | 1.3370459 × 109 |
| Variance | 88668164 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 37348 | 35568 | |
| 2941 | 2933 | 7.6% |
| 161 | 161 | 0.4% |
| 19 | 19 | < 0.1% |
| 4 | 4 | < 0.1% |
| 2 | 2 | < 0.1% |
| 1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 2 | < 0.1% |
| 4 | 4 | < 0.1% |
| 19 | 19 | < 0.1% |
| 161 | 161 | 0.4% |
| 2941 | 2933 | 7.6% |
| 37348 | 35568 |
| Value | Count | Frequency (%) |
| 37348 | 35568 | |
| 2941 | 2933 | 7.6% |
| 161 | 161 | 0.4% |
| 19 | 19 | < 0.1% |
| 4 | 4 | < 0.1% |
| 2 | 2 | < 0.1% |
| 1 | 1 | < 0.1% |
freq_protocol
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.6 MiB |
| 19107 | |
|---|---|
| 15847 | |
| 5683 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.8638079 |
| Min length | 4 |
Characters and Unicode
| Total characters | 188171 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5683 |
|---|---|
| 2nd row | 5683 |
| 3rd row | 5683 |
| 4th row | 5683 |
| 5th row | 19107 |
Common Values
| Value | Count | Frequency (%) |
| 19107 | 18750 | |
| 15847 | 14669 | |
| 5683 | 5269 | 13.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 19107 | 18750 | |
| 15847 | 14669 | |
| 5683 | 5269 | 13.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 52169 | |
| 7 | 33419 | |
| 5 | 19938 | 10.6% |
| 8 | 19938 | 10.6% |
| 9 | 18750 | 10.0% |
| 0 | 18750 | 10.0% |
| 4 | 14669 | 7.8% |
| 6 | 5269 | 2.8% |
| 3 | 5269 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 188171 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 52169 | |
| 7 | 33419 | |
| 5 | 19938 | 10.6% |
| 8 | 19938 | 10.6% |
| 9 | 18750 | 10.0% |
| 0 | 18750 | 10.0% |
| 4 | 14669 | 7.8% |
| 6 | 5269 | 2.8% |
| 3 | 5269 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 188171 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 52169 | |
| 7 | 33419 | |
| 5 | 19938 | 10.6% |
| 8 | 19938 | 10.6% |
| 9 | 18750 | 10.0% |
| 0 | 18750 | 10.0% |
| 4 | 14669 | 7.8% |
| 6 | 5269 | 2.8% |
| 3 | 5269 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 188171 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 52169 | |
| 7 | 33419 | |
| 5 | 19938 | 10.6% |
| 8 | 19938 | 10.6% |
| 9 | 18750 | 10.0% |
| 0 | 18750 | 10.0% |
| 4 | 14669 | 7.8% |
| 6 | 5269 | 2.8% |
| 3 | 5269 | 2.8% |
| count | destination_bytes | destination_ip_address | destination_port_number | dst_host_count | dst_host_same_src_port_rate | dst_host_serror_rate | dst_host_srv_count | dst_host_srv_serror_rate | duration | freq_ashula | freq_flag | freq_protocol | freq_service | label | same_srv_rate | serror_rate | source_bytes | source_ip_address | source_port_number | srv_serror_rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 1.000 | 0.304 | -0.166 | 0.180 | 0.481 | 0.204 | -0.023 | 0.402 | -0.047 | -0.077 | 0.095 | -0.429 | 0.159 | -0.048 | 0.035 | 0.307 | 0.045 | 0.117 | -0.063 | 0.300 | -0.055 |
| destination_bytes | 0.304 | 1.000 | -0.342 | 0.050 | 0.604 | -0.071 | -0.105 | 0.615 | -0.145 | 0.404 | 0.114 | -0.565 | 0.015 | -0.416 | 0.015 | 0.000 | 0.000 | 0.692 | -0.009 | 0.259 | -0.214 |
| destination_ip_address | -0.166 | -0.342 | 1.000 | -0.038 | -0.305 | -0.080 | -0.140 | -0.320 | -0.084 | -0.112 | -0.081 | 0.284 | 0.244 | 0.196 | 0.381 | 0.119 | 0.022 | -0.205 | 0.054 | -0.170 | 0.074 |
| destination_port_number | 0.180 | 0.050 | -0.038 | 1.000 | 0.269 | 0.180 | 0.160 | 0.176 | 0.240 | -0.161 | -0.320 | -0.618 | 0.129 | 0.050 | 0.055 | 0.015 | 0.021 | -0.387 | 0.003 | 0.730 | 0.301 |
| dst_host_count | 0.481 | 0.604 | -0.305 | 0.269 | 1.000 | 0.456 | 0.268 | 0.828 | 0.128 | 0.210 | 0.151 | -0.643 | 0.317 | -0.127 | 0.131 | 0.222 | 0.024 | 0.365 | -0.078 | 0.411 | -0.162 |
| dst_host_same_src_port_rate | 0.204 | -0.071 | -0.080 | 0.180 | 0.456 | 1.000 | 0.486 | 0.372 | 0.332 | -0.190 | 0.089 | -0.262 | 0.196 | -0.002 | 0.106 | 0.040 | 0.067 | -0.160 | -0.055 | 0.193 | -0.023 |
| dst_host_serror_rate | -0.023 | -0.105 | -0.140 | 0.160 | 0.268 | 0.486 | 1.000 | 0.238 | 0.724 | -0.095 | 0.056 | -0.037 | 0.143 | -0.076 | 0.053 | 0.000 | 0.087 | -0.105 | -0.093 | 0.125 | 0.020 |
| dst_host_srv_count | 0.402 | 0.615 | -0.320 | 0.176 | 0.828 | 0.372 | 0.238 | 1.000 | 0.247 | 0.241 | 0.101 | -0.616 | 0.403 | -0.322 | 0.530 | 0.201 | 0.062 | 0.375 | -0.076 | 0.354 | -0.240 |
| dst_host_srv_serror_rate | -0.047 | -0.145 | -0.084 | 0.240 | 0.128 | 0.332 | 0.724 | 0.247 | 1.000 | -0.194 | -0.254 | -0.050 | 0.281 | -0.023 | 0.074 | 0.026 | 0.076 | -0.197 | -0.081 | 0.135 | 0.006 |
| duration | -0.077 | 0.404 | -0.112 | -0.161 | 0.210 | -0.190 | -0.095 | 0.241 | -0.194 | 1.000 | 0.328 | -0.122 | 0.011 | -0.270 | 0.000 | 0.000 | 0.000 | 0.607 | -0.009 | -0.022 | -0.131 |
| freq_ashula | 0.095 | 0.114 | -0.081 | -0.320 | 0.151 | 0.089 | 0.056 | 0.101 | -0.254 | 0.328 | 1.000 | 0.068 | 0.694 | -0.088 | 0.085 | 0.095 | 0.023 | 0.243 | -0.002 | -0.071 | 0.091 |
| freq_flag | -0.429 | -0.565 | 0.284 | -0.618 | -0.643 | -0.262 | -0.037 | -0.616 | -0.050 | -0.122 | 0.068 | 1.000 | 0.751 | 0.348 | 0.775 | 0.288 | 0.091 | -0.076 | 0.020 | -0.769 | -0.040 |
| freq_protocol | 0.159 | 0.015 | 0.244 | 0.129 | 0.317 | 0.196 | 0.143 | 0.403 | 0.281 | 0.011 | 0.694 | 0.751 | 1.000 | -0.141 | 0.261 | 0.221 | 0.166 | 0.129 | 0.029 | 0.545 | 0.123 |
| freq_service | -0.048 | -0.416 | 0.196 | 0.050 | -0.127 | -0.002 | -0.076 | -0.322 | -0.023 | -0.270 | -0.088 | 0.348 | -0.141 | 1.000 | 0.763 | 0.073 | 0.030 | -0.292 | -0.012 | -0.146 | 0.119 |
| label | 0.035 | 0.015 | 0.381 | 0.055 | 0.131 | 0.106 | 0.053 | 0.530 | 0.074 | 0.000 | 0.085 | 0.775 | 0.261 | 0.763 | 1.000 | 0.076 | 0.027 | -0.241 | -0.035 | -0.153 | 0.157 |
| same_srv_rate | 0.307 | 0.000 | 0.119 | 0.015 | 0.222 | 0.040 | 0.000 | 0.201 | 0.026 | 0.000 | 0.095 | 0.288 | 0.221 | 0.073 | 0.076 | 1.000 | 0.161 | 0.123 | -0.066 | 0.299 | -0.048 |
| serror_rate | 0.045 | 0.000 | 0.022 | 0.021 | 0.024 | 0.067 | 0.087 | 0.062 | 0.076 | 0.000 | 0.023 | 0.091 | 0.166 | 0.030 | 0.027 | 0.161 | 1.000 | -0.101 | -0.041 | 0.145 | 0.173 |
| source_bytes | 0.117 | 0.692 | -0.205 | -0.387 | 0.365 | -0.160 | -0.105 | 0.375 | -0.197 | 0.607 | 0.243 | -0.076 | 0.129 | -0.292 | -0.241 | 0.123 | -0.101 | 1.000 | -0.036 | -0.206 | -0.338 |
| source_ip_address | -0.063 | -0.009 | 0.054 | 0.003 | -0.078 | -0.055 | -0.093 | -0.076 | -0.081 | -0.009 | -0.002 | 0.020 | 0.029 | -0.012 | -0.035 | -0.066 | -0.041 | -0.036 | 1.000 | -0.016 | 0.038 |
| source_port_number | 0.300 | 0.259 | -0.170 | 0.730 | 0.411 | 0.193 | 0.125 | 0.354 | 0.135 | -0.022 | -0.071 | -0.769 | 0.545 | -0.146 | -0.153 | 0.299 | 0.145 | -0.206 | -0.016 | 1.000 | 0.267 |
| srv_serror_rate | -0.055 | -0.214 | 0.074 | 0.301 | -0.162 | -0.023 | 0.020 | -0.240 | 0.006 | -0.131 | 0.091 | -0.040 | 0.123 | 0.119 | 0.157 | -0.048 | 0.173 | -0.338 | 0.038 | 0.267 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| duration | source_bytes | destination_bytes | count | same_srv_rate | serror_rate | srv_serror_rate | dst_host_count | dst_host_srv_count | dst_host_same_src_port_rate | dst_host_serror_rate | dst_host_srv_serror_rate | label | source_ip_address | source_port_number | destination_ip_address | destination_port_number | freq_service | freq_flag | freq_ashula | freq_protocol | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 86364.573924 | 240680 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 1 | 3232245768 | 32770 | 3232246491 | 8649 | 37331 | 12040 | 37348 | 5683 |
| 1 | 0.000000 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 1 | 3232244597 | 1050 | 3232253142 | 1434 | 37331 | 12040 | 2941 | 5683 |
| 2 | 0.003340 | 48 | 48 | 0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 1 | 3232251072 | 123 | 3232241008 | 123 | 37331 | 3342 | 37348 | 5683 |
| 3 | 0.000000 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 1 | 3232239423 | 138 | 3232235564 | 138 | 37331 | 12040 | 37348 | 5683 |
| 4 | 0.311797 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 1 | 3232245570 | 11810 | 3232242487 | 139 | 37331 | 5643 | 37348 | 19107 |
| 5 | 1.667120 | 404 | 144 | 0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 1 | 3232245570 | 11816 | 3232242487 | 139 | 37331 | 5643 | 37348 | 19107 |
| 6 | 1.655007 | 393 | 221 | 0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 1 | 3232245570 | 11842 | 3232242487 | 139 | 37331 | 5643 | 37348 | 19107 |
| 7 | 2.974089 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 1 | 3232245570 | 11901 | 3232235629 | 139 | 37331 | 12040 | 37348 | 19107 |
| 8 | 0.000000 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 1 | 3232265281 | 3931 | 3232243897 | 1434 | 37331 | 12040 | 2941 | 5683 |
| 9 | 0.000000 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 1 | 3232257161 | 1119 | 3232236541 | 1434 | 37331 | 12040 | 2941 | 5683 |
| duration | source_bytes | destination_bytes | count | same_srv_rate | serror_rate | srv_serror_rate | dst_host_count | dst_host_srv_count | dst_host_same_src_port_rate | dst_host_serror_rate | dst_host_srv_serror_rate | label | source_ip_address | source_port_number | destination_ip_address | destination_port_number | freq_service | freq_flag | freq_ashula | freq_protocol | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 40465 | 0.003758 | 0 | 0 | 1 | 1.0 | 0.0 | 0.00 | 87 | 87 | 0.01 | 0.0 | 0.0 | 1 | 3232241425 | 39717 | 3232241530 | 1433 | 37331 | 2040 | 37348 | 19107 |
| 40466 | 0.001657 | 0 | 0 | 2 | 1.0 | 0.0 | 0.00 | 87 | 87 | 0.02 | 0.0 | 0.0 | 1 | 3232241425 | 39717 | 3232241530 | 1433 | 37331 | 2040 | 37348 | 19107 |
| 40467 | 0.005524 | 0 | 0 | 3 | 1.0 | 0.0 | 0.00 | 87 | 87 | 0.00 | 0.0 | 0.0 | 1 | 3232241425 | 40035 | 3232241530 | 1433 | 37331 | 2040 | 37348 | 19107 |
| 40468 | 0.000000 | 0 | 0 | 0 | 0.0 | 0.0 | 0.00 | 0 | 0 | 0.00 | 0.0 | 0.0 | 1 | 3232239451 | 8 | 3232238565 | 0 | 37331 | 16682 | 37348 | 15847 |
| 40469 | 0.000783 | 0 | 0 | 3 | 1.0 | 0.0 | 0.00 | 88 | 88 | 0.01 | 0.0 | 0.0 | 1 | 3232241425 | 40035 | 3232241530 | 1433 | 37331 | 2040 | 37348 | 19107 |
| 40470 | 0.002023 | 0 | 0 | 3 | 1.0 | 0.0 | 0.00 | 88 | 88 | 0.00 | 0.0 | 0.0 | 1 | 3232241425 | 40351 | 3232241530 | 1433 | 37331 | 2040 | 37348 | 19107 |
| 40471 | 0.004144 | 0 | 0 | 4 | 1.0 | 0.0 | 0.00 | 88 | 88 | 0.02 | 0.0 | 0.0 | 1 | 3232241425 | 40035 | 3232241530 | 1433 | 37331 | 2040 | 37348 | 19107 |
| 40472 | 0.002647 | 0 | 0 | 3 | 1.0 | 0.0 | 0.00 | 88 | 88 | 0.01 | 0.0 | 0.0 | 1 | 3232241425 | 40351 | 3232241530 | 1433 | 37331 | 2040 | 37348 | 19107 |
| 40474 | 0.003145 | 0 | 0 | 3 | 1.0 | 0.0 | 0.25 | 88 | 88 | 0.00 | 0.0 | 0.0 | 1 | 3232241425 | 40569 | 3232241530 | 1433 | 37331 | 2040 | 37348 | 19107 |
| 40475 | 0.006645 | 0 | 0 | 4 | 1.0 | 0.0 | 0.20 | 88 | 88 | 0.02 | 0.0 | 0.0 | 1 | 3232241425 | 40351 | 3232241530 | 1433 | 37331 | 2040 | 37348 | 19107 |